R Notebook
#Installing packages#
#install.packages("parallel")Add a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Ctrl+Alt+I.
library(MASS)
library(Matrix)
library(glmnet)Loaded glmnet 4.1-2library(Rcpp)
library(VSURF)
library(stats)
library(parallel)#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)set.seed(456)When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the Preview button or press Ctrl+Shift+K to preview the HTML file).
The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike Knit, Preview does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.
beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe
cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda
lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|============================================================================================================================================================================================================| 100%RF_VSURF <- function(data, #data frame - dependent variable first
beta #true coefficients
){
#--------------------------
# Uses VSURF prediction under parallelization and
# returns number of correctly identified significant variables.
# Mytree and ntree are set to default
# -------------------------
x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
defaultW <- getOption("warn") #Turn off warning messages
options(warn = -1)
#Variable Selection using Random Forest
model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
options(warn = defaultW) #re-enable warning messages
#---------------------
# Retention Frequency
#---------------------
#Create boolian vector of selected coefficients
loc = model.vsurf$varselect.pred # location of significant coefficients
estim_var = rep(0, length(beta)) #create zero vector of correct length
estim_var[loc] = 1 #populate zero vector
retention = var_retention(estim_var, beta) #counts only significant variables
identification = var_identification(estim_var, beta) #counts all vars
#---------------------
# OOB error
#---------------------
OOB_error = min(model.vsurf$err.pred) # VSURF returns a vector, final element is (minimal) OOB error and includes all !prediction! variables
result = list("retention" = retention, "identification" = identification, "OOB_error" = OOB_error)
return(result)
}
cv.lasso_2 <- function(data, #data frame - dependent variable first
beta # true coefficients
){
#--------------------------
# Uses 10 fold CV and uses 1 SE lambda
# as conservative estimate for variable selection
# -------------------------
x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
#lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
lam = cv.out$lambda.min
#---------------------
# Retention Frequency
#---------------------
lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
retention = var_retention(lasso_coef, beta) #counts significant vars
identification = var_identification(lasso_coef, beta) #counts all vars
#---------------------
# MSE
#---------------------
mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
results = list("retention" = retention, "identification" =identification, "mse" = mse)
return(results)
}#--------------------------------
# Simulation 1
#--------------------------------
start_time <- Sys.time()
# Number of simulations
n_sim = 30
# Signal-to-noise ratios
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
#Simulation
for (j in 1:length(snr.vec)){
SNR = snr.vec[j]
for (i in 1:n_sim){
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
res_lasso = cv.lasso(data=df, beta=beta)
retention_lasso[i, j] = res_lasso$retention
identification_lasso[i, j] = res_lasso$identification
prediction_lasso[i, j] = res_lasso$mse
res_lasso2 = cv.lasso_2(data=df, beta=beta)
retention_lasso2[i, j] = res_lasso2$retention
identification_lasso2[i, j] = res_lasso2$identification
prediction_lasso2[i, j] = res_lasso2$mse
res_RF = RF_VSURF(data=df, beta=beta)
retention_RF[i, j] = res_RF$retention
identification_RF[i, j] = res_RF$identification
prediction_RF[i, j] = res_RF$OOB_error
}
}Thresholding step
Estimated computational time (on one core): 57 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 17.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 24.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 19.2 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 9 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.2 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 9 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and 6 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 55 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and 8.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.
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|====================================================================================================== | 50%
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.2 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 10 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 15.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 19.2 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and 7.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
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|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and 13.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and 22 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and 13.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and 21 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and 8 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 19.5 sec. and 22.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and 12.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 15 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 11 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 15 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and 26 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and 26 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.7 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 11.2 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 26.2 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and 45 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 49.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 51.7 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 60.5 sec.
Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.
|
| | 0%
|
|============ | 6%
|
|======================== | 12%
|
|==================================== | 18%
|
|================================================ | 24%
|
|============================================================ | 29%
|
|======================================================================== | 35%
|
|==================================================================================== | 41%
|
|================================================================================================ | 47%
|
|=========================================================================================================== | 53%
|
|======================================================================================================================= | 59%
|
|=================================================================================================================================== | 65%
|
|=============================================================================================================================================== | 71%
|
|=========================================================================================================================================================== | 76%
|
|======================================================================================================================================================================= | 82%
|
|=================================================================================================================================================================================== | 88%
|
|=============================================================================================================================================================================================== | 94%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 63.3 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 42.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 63.3 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 72 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 66 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and 45 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 52.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and 50 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and 57.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 47.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.2 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 33.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.8 sec. and 63.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and 72 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and 29.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and 26 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 33.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 68.2 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and 29.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.7 sec. and 63.2 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 60.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and 42.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 49.5 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and 84.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 42.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 63.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 45 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 28.5 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.2 sec. and 75 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 66 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and 68.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and 72 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 52.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and 63.3 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and 63.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 55 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 60 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 36 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 49.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and 38.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and 87.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 40 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and 78 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and 50 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 38 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 14 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 33.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim1_retention.csv", row.names = FALSE)
sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim1_identification.csv", row.names = FALSE)
sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim1_prediction.csv", row.names = FALSE)
end_time <- Sys.time()
cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)Duration for Number of Sims = 30 is: 2.956848#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------------------------
# Simulation 2
#--------------------------------
start_time <- Sys.time()
# Number of simulations
n_sim = 30
# Signal-to-noise ratios
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_2(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
#Simulation
for (j in 1:length(snr.vec)){
SNR = snr.vec[j]
for (i in 1:n_sim){
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
res_lasso = cv.lasso(data=df, beta=beta)
retention_lasso[i, j] = res_lasso$retention
identification_lasso[i, j] = res_lasso$identification
prediction_lasso[i, j] = res_lasso$mse
res_lasso2 = cv.lasso_2(data=df, beta=beta)
retention_lasso2[i, j] = res_lasso2$retention
identification_lasso2[i, j] = res_lasso2$identification
prediction_lasso2[i, j] = res_lasso2$mse
res_RF = RF_VSURF(data=df, beta=beta)
retention_RF[i, j] = res_RF$retention
identification_RF[i, j] = res_RF$identification
prediction_RF[i, j] = res_RF$OOB_error
}
}Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and 3.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and 7 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 52.3 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.
Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and 3.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 13.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and 10 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and 3.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and 34 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 22.8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 3 variables)
Estimated computational time (on one core): between 3 sec. and 2.2 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 38.2 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and 13.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 24.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 55 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 14 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 26.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 33.7 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 12.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 17.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 37.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.3 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and 45 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 15 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.7 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.7 sec.
|
| | 0%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.3 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and 38.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============= | 6%
|
|========================= | 12%
|
|====================================== | 19%
|
|=================================================== | 25%
|
|=============================================================== | 31%
|
|============================================================================ | 38%
|
|========================================================================================= | 44%
|
|====================================================================================================== | 50%
|
|================================================================================================================== | 56%
|
|=============================================================================================================================== | 62%
|
|============================================================================================================================================ | 69%
|
|======================================================================================================================================================== | 75%
|
|===================================================================================================================================================================== | 81%
|
|================================================================================================================================================================================== | 88%
|
|============================================================================================================================================================================================== | 94%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and 19.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 11 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 33.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 37.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and 33.3 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and 42.7 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 28 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 42.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 36 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and 34 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 36 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 47.3 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and 57.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and 15.8 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 26 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 47.2 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 16.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and 34 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.7 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 16.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.2 sec. and 34 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 11.3 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 11 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 26.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 66 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 33.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)
sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)
sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)
end_time <- Sys.time()
cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)Duration for Number of Sims = 30 is: 2.868041#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), col="green", type="b")points(snr.vec, error_rate(prediction_RF), col="red", type="b")
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), col="green", type="b")points(snr.vec, error_rate(prediction_RF), col="red", type="b")
#--------------------------------
# Simulation 2 - only LAssos
#--------------------------------
start_time <- Sys.time()
# Number of simulations
n_sim = 100
# Signal-to-noise ratios
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
#Simulation
for (j in 1:length(snr.vec)){
SNR = snr.vec[j]
for (i in 1:n_sim){
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
res_lasso = cv.lasso(data=df, beta=beta)
retention_lasso[i, j] = res_lasso$retention
identification_lasso[i, j] = res_lasso$identification
prediction_lasso[i, j] = res_lasso$mse
res_lasso2 = cv.lasso_2(data=df, beta=beta)
retention_lasso2[i, j] = res_lasso2$retention
identification_lasso2[i, j] = res_lasso2$identification
prediction_lasso2[i, j] = res_lasso2$mse
#res_RF = RF_VSURF(data=df, beta=beta)
#retention_RF[i, j] = res_RF$retention
#identification_RF[i, j] = res_RF$identification
# prediction_RF[i, j] = res_RF$OOB_error
}
}
#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)
sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)
sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)
end_time <- Sys.time()
cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)Duration for Number of Sims = 100 is: 3.114549#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), col="green", type="b")points(snr.vec, error_rate(prediction_RF), col="red", type="b")
identification_lasso
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
[1,] 45 46 45 47 50 48 49 49 50 50
[2,] 45 45 45 45 48 50 49 50 50 50
[3,] 45 45 45 45 49 49 50 49 50 50
[4,] 45 45 45 46 49 49 49 50 50 50
[5,] 45 45 45 45 47 50 48 49 41 50
[6,] 45 45 47 45 49 47 50 49 49 49
[7,] 45 45 45 45 47 50 50 50 50 50
[8,] 45 47 45 47 49 49 48 49 50 44
[9,] 45 45 45 45 48 50 49 46 49 50
[10,] 46 45 45 45 48 49 48 50 49 49
[11,] 45 45 45 45 45 50 49 49 50 50
[12,] 45 45 45 46 49 46 48 50 50 50
[13,] 45 45 45 48 49 49 50 49 50 50
[14,] 45 45 45 46 46 47 50 49 50 50
[15,] 45 45 45 45 47 49 50 50 50 50
[16,] 45 45 45 47 49 48 48 49 50 45
[17,] 45 45 45 45 46 50 49 50 50 49
[18,] 45 45 45 45 46 47 50 50 45 49
[19,] 45 45 45 45 48 47 49 46 50 50
[20,] 45 45 43 45 45 48 50 50 50 50
[21,] 45 45 45 47 48 43 50 50 47 50
[22,] 45 45 45 45 47 48 50 50 49 50
[23,] 45 45 45 45 45 49 50 47 50 48
[24,] 45 45 45 46 45 48 49 49 49 50
[25,] 45 45 45 49 46 47 45 49 50 50
[26,] 45 45 45 45 45 46 49 47 50 49
[27,] 45 45 45 45 49 47 49 50 49 50
[28,] 45 45 46 45 45 50 48 50 49 50
[29,] 45 45 45 45 49 45 48 50 50 49
[30,] 45 45 45 45 45 48 50 50 46 50
[31,] 45 45 45 49 45 49 49 50 50 50
[32,] 45 45 45 47 46 47 49 43 50 50
[33,] 45 47 48 45 47 50 49 50 50 50
[34,] 45 45 45 45 45 48 50 50 50 49
[35,] 45 45 45 46 47 48 49 47 50 49
[36,] 45 45 47 46 45 48 49 50 50 50
[37,] 45 45 47 47 46 48 49 50 47 50
[38,] 45 45 45 45 48 50 50 42 50 50
[39,] 45 45 48 45 46 49 50 50 50 50
[40,] 45 45 45 45 47 50 45 50 50 50
[41,] 45 45 45 47 47 48 47 50 50 50
[42,] 45 45 45 45 49 45 48 49 50 50
[43,] 45 45 46 45 46 49 49 50 50 48
[44,] 45 45 45 47 46 49 47 50 48 50
[45,] 45 39 45 45 47 49 47 50 49 50
[46,] 44 45 44 47 47 48 49 50 48 50
[47,] 45 45 46 45 47 48 49 50 50 50
[48,] 45 45 45 47 47 47 50 50 50 43
[49,] 45 45 45 48 46 48 49 49 50 50
[50,] 45 47 45 45 47 50 48 48 50 50
[51,] 45 45 45 46 48 47 50 50 50 50
[52,] 45 45 45 45 46 47 50 50 50 49
[53,] 45 45 45 45 47 47 50 50 47 49
[54,] 45 45 45 46 48 48 48 50 50 50
[55,] 45 45 45 45 47 48 50 49 50 50
[56,] 45 45 45 46 45 49 50 50 50 50
[57,] 45 45 45 45 48 47 49 46 50 50
[58,] 45 45 44 47 45 48 50 49 50 50
[59,] 45 45 45 45 48 46 49 48 50 50
[60,] 45 45 45 46 48 48 48 50 50 50
[61,] 45 45 41 45 49 49 50 49 50 50
[62,] 45 45 46 46 48 47 49 49 50 47
[63,] 45 45 45 45 43 49 46 49 50 50
[64,] 45 45 45 45 45 49 49 48 50 49
[65,] 45 45 45 47 47 48 50 50 50 50
[66,] 45 45 45 47 47 48 50 48 50 47
[67,] 45 45 45 46 48 47 47 50 50 49
[68,] 45 45 46 47 45 48 49 49 50 50
[69,] 45 45 45 45 49 49 49 50 48 50
[70,] 45 45 45 45 48 49 48 50 49 50
[71,] 45 45 45 46 45 50 48 50 50 46
[72,] 45 45 45 47 48 50 49 50 50 47
[73,] 45 45 45 47 46 47 49 49 49 49
[74,] 45 45 45 47 48 48 50 50 50 50
[75,] 45 45 45 45 47 48 48 50 50 50
[76,] 45 44 48 45 47 48 50 50 48 50
[77,] 45 45 45 47 47 48 50 49 50 49
[78,] 45 45 45 48 47 48 49 49 50 50
[79,] 45 45 45 45 47 49 48 50 48 50
[80,] 32 45 45 47 48 49 49 47 50 36
[81,] 45 45 45 47 48 47 50 46 50 50
[82,] 45 45 45 45 45 47 50 48 50 50
[83,] 45 45 45 46 46 47 48 49 49 50
[84,] 45 45 45 46 48 48 50 50 50 49
[85,] 45 45 48 49 46 48 48 50 50 50
[86,] 45 45 46 45 49 47 49 46 50 50
[87,] 45 46 45 45 47 48 49 50 50 50
[88,] 45 45 45 46 46 50 49 49 49 50
[89,] 45 45 43 46 45 47 47 50 35 50
[90,] 45 45 45 45 48 46 48 50 49 50
[91,] 45 45 45 46 46 50 50 50 50 44
[92,] 45 45 45 46 48 49 50 49 42 50
[93,] 45 45 45 45 48 48 46 49 49 49
[94,] 45 45 47 46 48 47 49 50 48 50
[95,] 45 45 45 48 46 49 49 50 49 50
[96,] 45 45 45 45 48 46 50 47 50 50
[97,] 45 45 45 45 45 49 50 49 48 49
[98,] 45 45 46 47 48 47 50 50 49 49
[99,] 47 45 45 45 48 48 49 49 48 49
[100,] 45 45 45 45 47 47 49 50 50 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